Confirm the MAF diagnosis and fitment
Scan the 2015-2024 Toyota Highlander and record codes, fuel trims, airflow data, and symptoms. Inspect the air filter, intake boot, clamps, wiring, connector, and vacuum leaks before condemning the sensor; confirm the new part by VIN.